Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 86.1 KiB |
| Average record size in memory | 88.1 B |
Variable types
| NUM | 10 |
|---|---|
| BOOL | 1 |
X0 has unique values | Unique |
X1 has unique values | Unique |
X2 has unique values | Unique |
X3 has unique values | Unique |
X4 has unique values | Unique |
X5 has unique values | Unique |
X6 has unique values | Unique |
X7 has unique values | Unique |
X8 has unique values | Unique |
X9 has unique values | Unique |
Reproduction
| Analysis started | 2020-12-15 20:06:47.427478 |
|---|---|
| Analysis finished | 2020-12-15 20:07:11.197219 |
| Duration | 23.77 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01302329029 |
|---|---|
| Minimum | -3.631843041 |
| Maximum | 2.852008687 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.631843041 |
|---|---|
| 5-th percentile | -1.532394622 |
| Q1 | -0.5959727691 |
| median | -0.0002580799964 |
| Q3 | 0.6364685765 |
| 95-th percentile | 1.56922434 |
| Maximum | 2.852008687 |
| Range | 6.483851728 |
| Interquartile range (IQR) | 1.232441346 |
Descriptive statistics
| Standard deviation | 0.9346541394 |
|---|---|
| Coefficient of variation (CV) | 71.7678957 |
| Kurtosis | 0.005393463112 |
| Mean | 0.01302329029 |
| Median Absolute Deviation (MAD) | 0.616744737 |
| Skewness | -0.04993779675 |
| Sum | 13.02329029 |
| Variance | 0.8735783603 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.3519980284 | 1 | 0.1% | |
| -0.4580153389 | 1 | 0.1% | |
| 1.075325834 | 1 | 0.1% | |
| -0.1172533468 | 1 | 0.1% | |
| -1.067162913 | 1 | 0.1% | |
| -0.2972142323 | 1 | 0.1% | |
| -1.062753085 | 1 | 0.1% | |
| -0.3688662716 | 1 | 0.1% | |
| 1.539149963 | 1 | 0.1% | |
| 0.4037220908 | 1 | 0.1% | |
| 0.4808540853 | 1 | 0.1% | |
| 1.4265184 | 1 | 0.1% | |
| -0.09724652903 | 1 | 0.1% | |
| -0.8143142793 | 1 | 0.1% | |
| -0.287440895 | 1 | 0.1% | |
| 0.7041524317 | 1 | 0.1% | |
| 0.3932040519 | 1 | 0.1% | |
| -2.005588132 | 1 | 0.1% | |
| 1.441119886 | 1 | 0.1% | |
| -1.593188652 | 1 | 0.1% | |
| -0.4697969954 | 1 | 0.1% | |
| 0.06253009876 | 1 | 0.1% | |
| -0.9873081065 | 1 | 0.1% | |
| 1.566480865 | 1 | 0.1% | |
| -1.233714683 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.631843041 | 1 | 0.1% | |
| -2.868627288 | 1 | 0.1% | |
| -2.584097069 | 1 | 0.1% | |
| -2.573500721 | 1 | 0.1% | |
| -2.44804534 | 1 | 0.1% | |
| -2.430356213 | 1 | 0.1% | |
| -2.412432016 | 1 | 0.1% | |
| -2.35928021 | 1 | 0.1% | |
| -2.354649772 | 1 | 0.1% | |
| -2.26518408 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.852008687 | 1 | 0.1% | |
| 2.681156354 | 1 | 0.1% | |
| 2.431178993 | 1 | 0.1% | |
| 2.384410307 | 1 | 0.1% | |
| 2.333414012 | 1 | 0.1% | |
| 2.228427246 | 1 | 0.1% | |
| 2.198910765 | 1 | 0.1% | |
| 2.161846422 | 1 | 0.1% | |
| 2.142717841 | 1 | 0.1% | |
| 2.085357475 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.03103280395 |
|---|---|
| Minimum | -3.20065569 |
| Maximum | 2.695667681 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.20065569 |
|---|---|
| 5-th percentile | -1.622883297 |
| Q1 | -0.7028527322 |
| median | -0.04546756748 |
| Q3 | 0.5890496359 |
| 95-th percentile | 1.68862179 |
| Maximum | 2.695667681 |
| Range | 5.896323371 |
| Interquartile range (IQR) | 1.291902368 |
Descriptive statistics
| Standard deviation | 0.9896478538 |
|---|---|
| Coefficient of variation (CV) | -31.89037818 |
| Kurtosis | -0.08205285573 |
| Mean | -0.03103280395 |
| Median Absolute Deviation (MAD) | 0.6529433684 |
| Skewness | 0.06485107079 |
| Sum | -31.03280395 |
| Variance | 0.9794028745 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.6005245123 | 1 | 0.1% | |
| -0.6275561721 | 1 | 0.1% | |
| -0.9674645762 | 1 | 0.1% | |
| 0.6846521961 | 1 | 0.1% | |
| 0.8887713972 | 1 | 0.1% | |
| -1.794212776 | 1 | 0.1% | |
| -0.1557125423 | 1 | 0.1% | |
| -1.017906808 | 1 | 0.1% | |
| -0.9310425712 | 1 | 0.1% | |
| -0.1984253075 | 1 | 0.1% | |
| -0.794206983 | 1 | 0.1% | |
| 0.3332678673 | 1 | 0.1% | |
| 0.3782493621 | 1 | 0.1% | |
| -1.111037859 | 1 | 0.1% | |
| -0.6172467627 | 1 | 0.1% | |
| -1.597289528 | 1 | 0.1% | |
| 0.2643863649 | 1 | 0.1% | |
| -0.1373231372 | 1 | 0.1% | |
| 0.3993191215 | 1 | 0.1% | |
| 0.1905354298 | 1 | 0.1% | |
| -1.721287077 | 1 | 0.1% | |
| -0.3096629637 | 1 | 0.1% | |
| 0.6230308211 | 1 | 0.1% | |
| 0.2755539664 | 1 | 0.1% | |
| -0.7303358362 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.20065569 | 1 | 0.1% | |
| -2.980915608 | 1 | 0.1% | |
| -2.680528346 | 1 | 0.1% | |
| -2.62769167 | 1 | 0.1% | |
| -2.556489841 | 1 | 0.1% | |
| -2.509716894 | 1 | 0.1% | |
| -2.507613951 | 1 | 0.1% | |
| -2.487242 | 1 | 0.1% | |
| -2.272265404 | 1 | 0.1% | |
| -2.264947352 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.695667681 | 1 | 0.1% | |
| 2.635066479 | 1 | 0.1% | |
| 2.579557568 | 1 | 0.1% | |
| 2.517938512 | 1 | 0.1% | |
| 2.502179984 | 1 | 0.1% | |
| 2.50054494 | 1 | 0.1% | |
| 2.460155311 | 1 | 0.1% | |
| 2.357061556 | 1 | 0.1% | |
| 2.344040767 | 1 | 0.1% | |
| 2.343417408 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.007959027731 |
|---|---|
| Minimum | -3.637035429 |
| Maximum | 3.40258579 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.637035429 |
|---|---|
| 5-th percentile | -1.59713371 |
| Q1 | -0.688052665 |
| median | -0.01854483064 |
| Q3 | 0.7303474226 |
| 95-th percentile | 1.677337023 |
| Maximum | 3.40258579 |
| Range | 7.039621219 |
| Interquartile range (IQR) | 1.418400088 |
Descriptive statistics
| Standard deviation | 1.024952386 |
|---|---|
| Coefficient of variation (CV) | 128.7785922 |
| Kurtosis | 0.04520469895 |
| Mean | 0.007959027731 |
| Median Absolute Deviation (MAD) | 0.6994134833 |
| Skewness | -0.04605411476 |
| Sum | 7.959027731 |
| Variance | 1.050527394 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.9229577064 | 1 | 0.1% | |
| 1.003148474 | 1 | 0.1% | |
| -0.6045791069 | 1 | 0.1% | |
| 0.3304929372 | 1 | 0.1% | |
| 0.8408457119 | 1 | 0.1% | |
| 1.05616315 | 1 | 0.1% | |
| 1.042185455 | 1 | 0.1% | |
| -0.02727141654 | 1 | 0.1% | |
| 0.2466242177 | 1 | 0.1% | |
| 1.29406761 | 1 | 0.1% | |
| -1.029554533 | 1 | 0.1% | |
| 0.2372087352 | 1 | 0.1% | |
| 2.221971064 | 1 | 0.1% | |
| 0.05772106138 | 1 | 0.1% | |
| -0.9327744267 | 1 | 0.1% | |
| -0.9729790109 | 1 | 0.1% | |
| -0.7062456282 | 1 | 0.1% | |
| -1.338662817 | 1 | 0.1% | |
| 0.6138884047 | 1 | 0.1% | |
| 0.007677388819 | 1 | 0.1% | |
| -0.3881470603 | 1 | 0.1% | |
| -0.6800366684 | 1 | 0.1% | |
| -1.079754921 | 1 | 0.1% | |
| 0.9062628684 | 1 | 0.1% | |
| 0.3564239608 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.637035429 | 1 | 0.1% | |
| -3.263774335 | 1 | 0.1% | |
| -3.021054159 | 1 | 0.1% | |
| -2.958636195 | 1 | 0.1% | |
| -2.951022737 | 1 | 0.1% | |
| -2.913894697 | 1 | 0.1% | |
| -2.588964756 | 1 | 0.1% | |
| -2.48609371 | 1 | 0.1% | |
| -2.444260545 | 1 | 0.1% | |
| -2.383830528 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.40258579 | 1 | 0.1% | |
| 3.159417069 | 1 | 0.1% | |
| 2.668476105 | 1 | 0.1% | |
| 2.587741225 | 1 | 0.1% | |
| 2.57278205 | 1 | 0.1% | |
| 2.501543288 | 1 | 0.1% | |
| 2.442244373 | 1 | 0.1% | |
| 2.327223775 | 1 | 0.1% | |
| 2.321850903 | 1 | 0.1% | |
| 2.29734307 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.03906491305 |
|---|---|
| Minimum | -3.463059678 |
| Maximum | 3.275869562 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.463059678 |
|---|---|
| 5-th percentile | -1.658034862 |
| Q1 | -0.6528532639 |
| median | 0.03372900966 |
| Q3 | 0.7599309816 |
| 95-th percentile | 1.674031985 |
| Maximum | 3.275869562 |
| Range | 6.73892924 |
| Interquartile range (IQR) | 1.412784245 |
Descriptive statistics
| Standard deviation | 1.019061174 |
|---|---|
| Coefficient of variation (CV) | 26.0863546 |
| Kurtosis | -0.03971200728 |
| Mean | 0.03906491305 |
| Median Absolute Deviation (MAD) | 0.7109861905 |
| Skewness | -0.06869344522 |
| Sum | 39.06491305 |
| Variance | 1.038485677 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.2102479546 | 1 | 0.1% | |
| 0.6066503074 | 1 | 0.1% | |
| -0.4731529301 | 1 | 0.1% | |
| -0.3772151704 | 1 | 0.1% | |
| 0.0313459881 | 1 | 0.1% | |
| -1.176883195 | 1 | 0.1% | |
| 1.643480429 | 1 | 0.1% | |
| -0.263545856 | 1 | 0.1% | |
| -1.352278695 | 1 | 0.1% | |
| -0.4720802251 | 1 | 0.1% | |
| -1.761380555 | 1 | 0.1% | |
| 0.7121914139 | 1 | 0.1% | |
| -0.7017340717 | 1 | 0.1% | |
| -0.7420888375 | 1 | 0.1% | |
| -0.4251443014 | 1 | 0.1% | |
| 1.862039149 | 1 | 0.1% | |
| -1.78269097 | 1 | 0.1% | |
| -0.5966802711 | 1 | 0.1% | |
| -0.6727682469 | 1 | 0.1% | |
| -1.074452587 | 1 | 0.1% | |
| -1.124216756 | 1 | 0.1% | |
| 0.9382628792 | 1 | 0.1% | |
| 1.398519708 | 1 | 0.1% | |
| -0.2468036892 | 1 | 0.1% | |
| 0.5740935004 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.463059678 | 1 | 0.1% | |
| -3.214447044 | 1 | 0.1% | |
| -2.968034137 | 1 | 0.1% | |
| -2.79475528 | 1 | 0.1% | |
| -2.688831815 | 1 | 0.1% | |
| -2.657770478 | 1 | 0.1% | |
| -2.656495141 | 1 | 0.1% | |
| -2.493920871 | 1 | 0.1% | |
| -2.442067194 | 1 | 0.1% | |
| -2.417022672 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.275869562 | 1 | 0.1% | |
| 3.17588947 | 1 | 0.1% | |
| 2.552597658 | 1 | 0.1% | |
| 2.48627315 | 1 | 0.1% | |
| 2.451877258 | 1 | 0.1% | |
| 2.437302541 | 1 | 0.1% | |
| 2.39349488 | 1 | 0.1% | |
| 2.386818249 | 1 | 0.1% | |
| 2.382378523 | 1 | 0.1% | |
| 2.355743196 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.03485353761 |
|---|---|
| Minimum | -3.385910044 |
| Maximum | 3.15723554 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.385910044 |
|---|---|
| 5-th percentile | -1.561627235 |
| Q1 | -0.63027607 |
| median | 0.02690495465 |
| Q3 | 0.704292628 |
| 95-th percentile | 1.567013587 |
| Maximum | 3.15723554 |
| Range | 6.543145584 |
| Interquartile range (IQR) | 1.334568698 |
Descriptive statistics
| Standard deviation | 0.9780669677 |
|---|---|
| Coefficient of variation (CV) | 28.06220071 |
| Kurtosis | 0.06050870023 |
| Mean | 0.03485353761 |
| Median Absolute Deviation (MAD) | 0.6711229216 |
| Skewness | 0.007410284687 |
| Sum | 34.85353761 |
| Variance | 0.9566149932 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.8946398109 | 1 | 0.1% | |
| 0.1871999957 | 1 | 0.1% | |
| -1.300358782 | 1 | 0.1% | |
| 0.511105366 | 1 | 0.1% | |
| -1.543370509 | 1 | 0.1% | |
| 0.9570604999 | 1 | 0.1% | |
| -1.144913788 | 1 | 0.1% | |
| 0.07489118063 | 1 | 0.1% | |
| -0.01757657822 | 1 | 0.1% | |
| -0.1106764841 | 1 | 0.1% | |
| 0.9477103956 | 1 | 0.1% | |
| -0.6435894957 | 1 | 0.1% | |
| 0.2827227657 | 1 | 0.1% | |
| 0.3748317239 | 1 | 0.1% | |
| -0.004663984012 | 1 | 0.1% | |
| 0.3734885331 | 1 | 0.1% | |
| 0.7877445081 | 1 | 0.1% | |
| 0.5934833519 | 1 | 0.1% | |
| 0.34641226 | 1 | 0.1% | |
| -0.3470304675 | 1 | 0.1% | |
| -0.5858281766 | 1 | 0.1% | |
| 1.038239387 | 1 | 0.1% | |
| 2.505088786 | 1 | 0.1% | |
| 0.5272310359 | 1 | 0.1% | |
| 0.08296193927 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.385910044 | 1 | 0.1% | |
| -2.94127191 | 1 | 0.1% | |
| -2.92075363 | 1 | 0.1% | |
| -2.734607341 | 1 | 0.1% | |
| -2.693608421 | 1 | 0.1% | |
| -2.483133211 | 1 | 0.1% | |
| -2.452446372 | 1 | 0.1% | |
| -2.432148157 | 1 | 0.1% | |
| -2.38549411 | 1 | 0.1% | |
| -2.329034183 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.15723554 | 1 | 0.1% | |
| 3.126149675 | 1 | 0.1% | |
| 2.893546484 | 1 | 0.1% | |
| 2.702283647 | 1 | 0.1% | |
| 2.647070073 | 1 | 0.1% | |
| 2.505088786 | 1 | 0.1% | |
| 2.385677439 | 1 | 0.1% | |
| 2.324064923 | 1 | 0.1% | |
| 2.317704606 | 1 | 0.1% | |
| 2.303323582 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.02059679538 |
|---|---|
| Minimum | -2.992178955 |
| Maximum | 3.058573529 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.992178955 |
|---|---|
| 5-th percentile | -1.651512669 |
| Q1 | -0.6819863249 |
| median | 0.02660708171 |
| Q3 | 0.6782313892 |
| 95-th percentile | 1.618108069 |
| Maximum | 3.058573529 |
| Range | 6.050752484 |
| Interquartile range (IQR) | 1.360217714 |
Descriptive statistics
| Standard deviation | 0.9937902899 |
|---|---|
| Coefficient of variation (CV) | 48.249753 |
| Kurtosis | -0.1993771245 |
| Mean | 0.02059679538 |
| Median Absolute Deviation (MAD) | 0.670096956 |
| Skewness | -0.009415201588 |
| Sum | 20.59679538 |
| Variance | 0.9876191403 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.08127896747 | 1 | 0.1% | |
| 0.6631629341 | 1 | 0.1% | |
| 0.4567632647 | 1 | 0.1% | |
| 0.2169625701 | 1 | 0.1% | |
| 0.1498542139 | 1 | 0.1% | |
| -0.8514093972 | 1 | 0.1% | |
| -0.7479945859 | 1 | 0.1% | |
| 1.286599155 | 1 | 0.1% | |
| 0.3527669354 | 1 | 0.1% | |
| -0.6637465779 | 1 | 0.1% | |
| 0.5065879618 | 1 | 0.1% | |
| -0.371651763 | 1 | 0.1% | |
| 0.1762111298 | 1 | 0.1% | |
| 0.8688516876 | 1 | 0.1% | |
| -0.5467677878 | 1 | 0.1% | |
| 1.98560342 | 1 | 0.1% | |
| 1.430058109 | 1 | 0.1% | |
| -0.0340470721 | 1 | 0.1% | |
| 0.02171414074 | 1 | 0.1% | |
| -0.8964715484 | 1 | 0.1% | |
| -0.1440156897 | 1 | 0.1% | |
| -1.09273333 | 1 | 0.1% | |
| -0.6119015632 | 1 | 0.1% | |
| -0.6435929365 | 1 | 0.1% | |
| 0.3906845988 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.992178955 | 1 | 0.1% | |
| -2.752816028 | 1 | 0.1% | |
| -2.643067314 | 1 | 0.1% | |
| -2.564965496 | 1 | 0.1% | |
| -2.429678547 | 1 | 0.1% | |
| -2.416105268 | 1 | 0.1% | |
| -2.413641025 | 1 | 0.1% | |
| -2.277805911 | 1 | 0.1% | |
| -2.196331882 | 1 | 0.1% | |
| -2.194497564 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.058573529 | 1 | 0.1% | |
| 2.725009716 | 1 | 0.1% | |
| 2.666554396 | 1 | 0.1% | |
| 2.636062907 | 1 | 0.1% | |
| 2.540480974 | 1 | 0.1% | |
| 2.463376105 | 1 | 0.1% | |
| 2.444521185 | 1 | 0.1% | |
| 2.319513883 | 1 | 0.1% | |
| 2.304484844 | 1 | 0.1% | |
| 2.282347041 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.006533374389 |
|---|---|
| Minimum | -4.014143566 |
| Maximum | 3.100859106 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -4.014143566 |
|---|---|
| 5-th percentile | -1.748007079 |
| Q1 | -0.6638295246 |
| median | -0.005437939271 |
| Q3 | 0.6981052296 |
| 95-th percentile | 1.550204307 |
| Maximum | 3.100859106 |
| Range | 7.115002672 |
| Interquartile range (IQR) | 1.361934754 |
Descriptive statistics
| Standard deviation | 0.9894190805 |
|---|---|
| Coefficient of variation (CV) | -151.4407443 |
| Kurtosis | 0.06143985736 |
| Mean | -0.006533374389 |
| Median Absolute Deviation (MAD) | 0.6837177211 |
| Skewness | -0.1735886404 |
| Sum | -6.533374389 |
| Variance | 0.9789501168 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.08481568342 | 1 | 0.1% | |
| 1.121638988 | 1 | 0.1% | |
| -1.325733409 | 1 | 0.1% | |
| 0.3271397123 | 1 | 0.1% | |
| 0.8772035532 | 1 | 0.1% | |
| 0.149500122 | 1 | 0.1% | |
| 1.415917675 | 1 | 0.1% | |
| -1.079326979 | 1 | 0.1% | |
| 0.8411458181 | 1 | 0.1% | |
| 0.429666484 | 1 | 0.1% | |
| 0.2452701173 | 1 | 0.1% | |
| -0.1691000237 | 1 | 0.1% | |
| 0.8797907976 | 1 | 0.1% | |
| 1.404612312 | 1 | 0.1% | |
| -0.3059193732 | 1 | 0.1% | |
| -0.7194648326 | 1 | 0.1% | |
| 0.212975076 | 1 | 0.1% | |
| -1.767343558 | 1 | 0.1% | |
| -0.4962886155 | 1 | 0.1% | |
| 0.5174899216 | 1 | 0.1% | |
| 1.517599452 | 1 | 0.1% | |
| -0.6329908425 | 1 | 0.1% | |
| 0.6301432399 | 1 | 0.1% | |
| -1.777322434 | 1 | 0.1% | |
| -1.436568866 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -4.014143566 | 1 | 0.1% | |
| -3.385111873 | 1 | 0.1% | |
| -2.685276589 | 1 | 0.1% | |
| -2.619851456 | 1 | 0.1% | |
| -2.530552909 | 1 | 0.1% | |
| -2.459975687 | 1 | 0.1% | |
| -2.453155531 | 1 | 0.1% | |
| -2.450202731 | 1 | 0.1% | |
| -2.42296584 | 1 | 0.1% | |
| -2.399110499 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.100859106 | 1 | 0.1% | |
| 2.518729771 | 1 | 0.1% | |
| 2.457985741 | 1 | 0.1% | |
| 2.432179124 | 1 | 0.1% | |
| 2.413491924 | 1 | 0.1% | |
| 2.40790176 | 1 | 0.1% | |
| 2.33695554 | 1 | 0.1% | |
| 2.317378842 | 1 | 0.1% | |
| 2.298666197 | 1 | 0.1% | |
| 2.224165429 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.02215268596 |
|---|---|
| Minimum | -3.151923051 |
| Maximum | 3.083577747 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.151923051 |
|---|---|
| 5-th percentile | -1.641401524 |
| Q1 | -0.6809244698 |
| median | 0.03834038294 |
| Q3 | 0.7144804838 |
| 95-th percentile | 1.599391712 |
| Maximum | 3.083577747 |
| Range | 6.235500798 |
| Interquartile range (IQR) | 1.395404954 |
Descriptive statistics
| Standard deviation | 0.9866056282 |
|---|---|
| Coefficient of variation (CV) | 44.53661421 |
| Kurtosis | -0.0891145893 |
| Mean | 0.02215268596 |
| Median Absolute Deviation (MAD) | 0.6997992518 |
| Skewness | -0.06067713739 |
| Sum | 22.15268596 |
| Variance | 0.9733906655 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.270946833 | 1 | 0.1% | |
| -1.130629129 | 1 | 0.1% | |
| 1.081689381 | 1 | 0.1% | |
| 0.6409844289 | 1 | 0.1% | |
| -1.159954225 | 1 | 0.1% | |
| -0.07627038183 | 1 | 0.1% | |
| 1.643924842 | 1 | 0.1% | |
| -0.5023858161 | 1 | 0.1% | |
| -0.5790193885 | 1 | 0.1% | |
| 0.3538593132 | 1 | 0.1% | |
| 0.2660721659 | 1 | 0.1% | |
| -1.414344628 | 1 | 0.1% | |
| 0.3225331794 | 1 | 0.1% | |
| -1.198875652 | 1 | 0.1% | |
| -0.9038584918 | 1 | 0.1% | |
| 0.8047640992 | 1 | 0.1% | |
| 1.200180622 | 1 | 0.1% | |
| -0.3629644384 | 1 | 0.1% | |
| 2.0982521 | 1 | 0.1% | |
| -1.813115299 | 1 | 0.1% | |
| -0.5034386951 | 1 | 0.1% | |
| -1.661987352 | 1 | 0.1% | |
| 0.3076113065 | 1 | 0.1% | |
| -0.5165727946 | 1 | 0.1% | |
| 0.8379080071 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.151923051 | 1 | 0.1% | |
| -3.039475454 | 1 | 0.1% | |
| -2.737463184 | 1 | 0.1% | |
| -2.697194545 | 1 | 0.1% | |
| -2.500087241 | 1 | 0.1% | |
| -2.406228094 | 1 | 0.1% | |
| -2.399981592 | 1 | 0.1% | |
| -2.34499395 | 1 | 0.1% | |
| -2.314524162 | 1 | 0.1% | |
| -2.229693595 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.083577747 | 1 | 0.1% | |
| 2.951107614 | 1 | 0.1% | |
| 2.725182054 | 1 | 0.1% | |
| 2.661174749 | 1 | 0.1% | |
| 2.596885341 | 1 | 0.1% | |
| 2.588377692 | 1 | 0.1% | |
| 2.454561115 | 1 | 0.1% | |
| 2.43115547 | 1 | 0.1% | |
| 2.41867829 | 1 | 0.1% | |
| 2.41801052 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.04596041333 |
|---|---|
| Minimum | -2.798235864 |
| Maximum | 3.053376859 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.798235864 |
|---|---|
| 5-th percentile | -1.772075826 |
| Q1 | -0.7102375266 |
| median | -0.05680902521 |
| Q3 | 0.6256157711 |
| 95-th percentile | 1.508124867 |
| Maximum | 3.053376859 |
| Range | 5.851612723 |
| Interquartile range (IQR) | 1.335853298 |
Descriptive statistics
| Standard deviation | 0.986815406 |
|---|---|
| Coefficient of variation (CV) | -21.47098632 |
| Kurtosis | -0.2305024955 |
| Mean | -0.04596041333 |
| Median Absolute Deviation (MAD) | 0.6636613152 |
| Skewness | -0.05430784397 |
| Sum | -45.96041333 |
| Variance | 0.9738046454 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.893978126 | 1 | 0.1% | |
| -0.6079659186 | 1 | 0.1% | |
| 0.8932759925 | 1 | 0.1% | |
| 1.486510625 | 1 | 0.1% | |
| 0.3179835709 | 1 | 0.1% | |
| -0.9122729238 | 1 | 0.1% | |
| 0.07483945891 | 1 | 0.1% | |
| -1.414143451 | 1 | 0.1% | |
| -1.489317729 | 1 | 0.1% | |
| -0.5474201787 | 1 | 0.1% | |
| -0.6182223165 | 1 | 0.1% | |
| -1.091491455 | 1 | 0.1% | |
| 0.3478497588 | 1 | 0.1% | |
| 1.700177072 | 1 | 0.1% | |
| -1.650043599 | 1 | 0.1% | |
| 0.9161919884 | 1 | 0.1% | |
| -0.9377153257 | 1 | 0.1% | |
| -0.6980161768 | 1 | 0.1% | |
| -0.6929768406 | 1 | 0.1% | |
| -1.321473054 | 1 | 0.1% | |
| -1.476375279 | 1 | 0.1% | |
| -0.02234709516 | 1 | 0.1% | |
| -1.905887175 | 1 | 0.1% | |
| 0.1216158207 | 1 | 0.1% | |
| 0.3531153981 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.798235864 | 1 | 0.1% | |
| -2.753680045 | 1 | 0.1% | |
| -2.649088713 | 1 | 0.1% | |
| -2.613886103 | 1 | 0.1% | |
| -2.593604215 | 1 | 0.1% | |
| -2.504629945 | 1 | 0.1% | |
| -2.470238878 | 1 | 0.1% | |
| -2.41814812 | 1 | 0.1% | |
| -2.352899838 | 1 | 0.1% | |
| -2.299153561 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.053376859 | 1 | 0.1% | |
| 2.492468225 | 1 | 0.1% | |
| 2.477811986 | 1 | 0.1% | |
| 2.436048099 | 1 | 0.1% | |
| 2.301030846 | 1 | 0.1% | |
| 2.281550112 | 1 | 0.1% | |
| 2.251541334 | 1 | 0.1% | |
| 2.230934522 | 1 | 0.1% | |
| 2.212627547 | 1 | 0.1% | |
| 2.133569465 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.01832163013 |
|---|---|
| Minimum | -3.496359382 |
| Maximum | 3.685609854 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.496359382 |
|---|---|
| 5-th percentile | -1.680658494 |
| Q1 | -0.6977955528 |
| median | -0.03235985236 |
| Q3 | 0.653784291 |
| 95-th percentile | 1.617778877 |
| Maximum | 3.685609854 |
| Range | 7.181969236 |
| Interquartile range (IQR) | 1.351579844 |
Descriptive statistics
| Standard deviation | 1.004188896 |
|---|---|
| Coefficient of variation (CV) | -54.80892743 |
| Kurtosis | -0.03802412479 |
| Mean | -0.01832163013 |
| Median Absolute Deviation (MAD) | 0.6814208724 |
| Skewness | 0.08825805365 |
| Sum | -18.32163013 |
| Variance | 1.008395339 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.1374713207 | 1 | 0.1% | |
| -0.5793477234 | 1 | 0.1% | |
| 0.5266529722 | 1 | 0.1% | |
| 0.721171133 | 1 | 0.1% | |
| -0.3662499551 | 1 | 0.1% | |
| 0.3280661872 | 1 | 0.1% | |
| 0.7654101561 | 1 | 0.1% | |
| 1.500325435 | 1 | 0.1% | |
| 0.6266048447 | 1 | 0.1% | |
| -0.7870690298 | 1 | 0.1% | |
| -0.8631204371 | 1 | 0.1% | |
| -0.6780544908 | 1 | 0.1% | |
| -0.1601669836 | 1 | 0.1% | |
| -2.066066506 | 1 | 0.1% | |
| -1.71445589 | 1 | 0.1% | |
| -1.751837677 | 1 | 0.1% | |
| -0.3848315894 | 1 | 0.1% | |
| 2.016389209 | 1 | 0.1% | |
| 0.1418425727 | 1 | 0.1% | |
| 0.1281599667 | 1 | 0.1% | |
| -1.191015955 | 1 | 0.1% | |
| 0.1157494034 | 1 | 0.1% | |
| -0.7483597237 | 1 | 0.1% | |
| -1.780254114 | 1 | 0.1% | |
| -0.1530392973 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.496359382 | 1 | 0.1% | |
| -2.674794326 | 1 | 0.1% | |
| -2.655533903 | 1 | 0.1% | |
| -2.431889053 | 1 | 0.1% | |
| -2.300422235 | 1 | 0.1% | |
| -2.280312125 | 1 | 0.1% | |
| -2.251289981 | 1 | 0.1% | |
| -2.242292052 | 1 | 0.1% | |
| -2.238578213 | 1 | 0.1% | |
| -2.218352017 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.685609854 | 1 | 0.1% | |
| 2.978069202 | 1 | 0.1% | |
| 2.859902273 | 1 | 0.1% | |
| 2.828914334 | 1 | 0.1% | |
| 2.811745612 | 1 | 0.1% | |
| 2.60739516 | 1 | 0.1% | |
| 2.477055189 | 1 | 0.1% | |
| 2.444328226 | 1 | 0.1% | |
| 2.407898224 | 1 | 0.1% | |
| 2.3762212 | 1 | 0.1% |
y
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 500 | 50.0% | |
| 0 | 500 | 50.0% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| X0 | X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | X9 | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | -0.492688 | 1.695323 | -0.463880 | -0.601031 | -2.452446 | 0.256386 | -0.364810 | 0.360809 | -0.077216 | -0.937909 | 1 |
| 1 | 0.330755 | 1.235786 | 1.424151 | -0.425144 | -0.366120 | -0.608856 | 1.090645 | -0.356239 | 1.830351 | -1.746820 | 0 |
| 2 | 0.172737 | -1.658412 | -0.885674 | -0.815369 | 0.430924 | 2.282347 | 0.518802 | 0.373944 | 0.601736 | 2.361547 | 0 |
| 3 | -0.143129 | -2.232252 | 0.744914 | 0.682386 | -1.092925 | 1.065166 | -0.857487 | 1.123311 | 1.491142 | -1.253732 | 0 |
| 4 | 2.852009 | 1.100497 | 0.051269 | -0.489391 | 0.457550 | -0.288232 | 0.425169 | -0.280466 | 0.377116 | 0.377973 | 0 |
| 5 | 1.069874 | 0.360181 | -0.168978 | -1.550671 | 2.141164 | -1.687078 | 0.152103 | -0.801651 | -1.030122 | -0.047096 | 1 |
| 6 | 0.107554 | 2.500545 | -1.900200 | 0.077349 | -1.308384 | -0.849875 | -0.947622 | -0.113319 | 1.969125 | 1.087074 | 1 |
| 7 | 0.842248 | -0.086450 | -0.943249 | -0.926166 | -1.643589 | -0.910122 | -1.112087 | 0.163783 | -0.174368 | -0.023972 | 1 |
| 8 | 0.710098 | 0.181350 | 2.145575 | 0.704869 | 0.774269 | 0.151737 | -1.499710 | -0.174809 | -0.800607 | -0.876617 | 1 |
| 9 | -1.655519 | 0.241620 | -0.476388 | -0.847240 | -1.328762 | -1.834831 | -1.453458 | -0.406393 | -0.955298 | 1.348395 | 0 |
Last rows
| X0 | X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | X9 | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 990 | -0.183203 | 0.582669 | -0.135665 | 0.387543 | 0.346412 | -1.037034 | -1.006603 | -1.310142 | -0.333083 | 0.987956 | 0 |
| 991 | 0.806981 | 1.416093 | -1.430821 | 0.105958 | -0.777338 | 0.377235 | 0.044580 | 0.706938 | 1.409282 | -0.214176 | 0 |
| 992 | 0.426319 | 0.986449 | -0.720390 | 2.212073 | -0.630981 | -0.315812 | -0.512641 | 0.796250 | -1.182966 | 0.615765 | 1 |
| 993 | 0.411894 | -1.221961 | 0.195926 | -0.472080 | 1.215418 | 1.320467 | 0.110680 | -0.968358 | -0.567165 | 0.837847 | 1 |
| 994 | -0.416775 | -0.058101 | -0.218471 | -0.678171 | -1.171844 | -0.266135 | 0.510867 | -1.202038 | -0.856220 | -0.527905 | 0 |
| 995 | -0.670036 | 0.862090 | -0.208514 | -0.366865 | -0.834835 | -1.563298 | 0.263910 | -0.372874 | -0.994354 | -1.023974 | 0 |
| 996 | -0.168980 | 0.856737 | -0.714346 | -0.651987 | 0.307338 | -0.038337 | -1.318779 | 0.578688 | 1.903647 | 0.121934 | 0 |
| 997 | 0.199206 | -0.276444 | 0.053857 | 1.474468 | -0.223547 | -0.081279 | 0.670520 | 0.725530 | 0.018321 | 0.153119 | 0 |
| 998 | 0.894915 | -0.701973 | -0.030525 | -0.950064 | 0.129887 | 0.630884 | -0.630708 | 0.572413 | 0.986387 | 0.311660 | 0 |
| 999 | -0.984938 | 0.093816 | 0.854184 | 0.149369 | 0.497118 | -0.011073 | 0.585481 | 2.005205 | 0.234621 | -2.120869 | 1 |